You can access the Gemini AI MCP SERVER programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in Integrations settings in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

1from apify_client import ApifyClient
2
3# Initialize the ApifyClient with your Apify API token
4# Replace '<YOUR_API_TOKEN>' with your token.
5client = ApifyClient("<YOUR_API_TOKEN>")
6
7# Prepare the Actor input
8run_input = {}
9
10# Run the Actor and wait for it to finish
11run = client.actor("bhansalisoft/gemini-ai-mcp-server").call(run_input=run_input)
12
13# Fetch and print Actor results from the run's dataset (if there are any)
14print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
15for item in client.dataset(run["defaultDatasetId"]).iterate_items():
16    print(item)
17
18# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

Gemini AI MCP SERVER API in Python

The Apify API client for Python is the official library that allows you to use Gemini AI MCP SERVER API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

Gemini AI MCP SERVER API in JavaScript

Gemini AI MCP SERVER API through CLI

Gemini AI MCP SERVER OpenAPI definition

Gemini AI MCP SERVER API

Google Sheet MCP SERVER

bhansalisoft/google-sheet-mcp-server

Google Sheet MCP SERVER for unique tool for Google Sheet integration with all functionality on Any AI Tool

bhansalisoft

OpenAI Agent MCP Tester

jiri.spilka/openai-agent-mcp-tester

Automated Model Context Protocol (MCP) server testing and evaluation tool using openai-agents SDK. Connects to multiple MCP servers via HTTP streaming, tests available tools using AI agents, and generates detailed reports with pass/fail status for each server. Supports custom authentication headers

Jiří Spilka

Slack MCP SERVER

bhansalisoft/slack-mcp-server

Slack AI MCP SERVER unique tool for integration slack tool into AI based automation.

bhansalisoft

rdv-prefecture.interieur.gouv.fr Scraper

saswave/rdv-prefecture-interieur-gouv-fr-scraper

Email automatique d'alerte pour les créneaux disponible. Permet de ne pas rater la prise de rendez vous et ainsi renouveler le document français (titre de séjour, visa, pièce identité etc ..) Déclenchement régulier avec le Schedule de Apify

SASWAVE

Excel Mcp Server

lovely_radiologist/excel-mcp-server

Vivek Gaur

Discord MCP Server

bhansalisoft/discord-mcp-server

Discord MCP Server unique tool for integration Discord tools into AI based automation.

bhansalisoft

Web Search MCP Server

abotapi/ai-search-mcp-server

An Apify MCP Server that provides real-time web search capabilities for AI agents via the Model Context Protocol (MCP).

AbotAPI

nova-mcp-server

sambehnke/nova-integrations-mcp-server

Transform AI agents with tools that enhance real-world functionality. Dynamic MCP server loads YOUR chosen Apify actors from key-value stores. Perfect for Retell.ai, Claude & any agent needing business automation & workflow integration.